Title :
Using genetic algorithms to improve the reliability of dual homed wireless critical services
Author :
Folstad, Eirik L. ; Helvik, Bjarne E.
Author_Institution :
Dept. of Telematics, Norwegian Univ. of Sci. & Technol., Trondheim, Norway
Abstract :
The wireless access to any service in different contexts is nowadays taken for granted. However, the dependability requirements are different for various services and contexts. Critical services put high requirement on the service reliability, i.e., the probability of no service interruption should be close to one. Dual homing may be used to increase the service reliability in a multi technology, multi operator wireless environment, where the user´s mobility necessitates access point selections and handovers. To allow the user to assess the risk of the service session, a prediction of the service reliability is necessary. This prediction must fulfil the need for the optimal sequence of access point selections and handovers with regard to service reliability and being computation efficient to accomplish the need for the real-time operation. We demonstrate how genetic algorithms (GA) may be used to predict and to improve the (near) optimal service reliability by fast and simple heuristics, far more computationally efficient than an Integer Linear Programming (ILP) optimization.
Keywords :
genetic algorithms; mobility management (mobile radio); radio networks; telecommunication network reliability; access point selections; dependability requirements; dual homed wireless critical services; genetic algorithms; handovers; multi operator wireless environment; multi technology wireless environment; optimal service reliability improvement; service reliability prediction; service session risk assessment; user mobility; wireless networks; Biological cells; Handover; Reliability; Sociology; Statistics; Trajectory; Critical services; genetic algorithms; optimization; reliability; wireless networks;
Conference_Titel :
Reliable Networks Design and Modeling (RNDM), 2014 6th International Workshop on
Conference_Location :
Barcelona
Print_ISBN :
978-1-4799-7039-1
DOI :
10.1109/RNDM.2014.7014946